5600u pyhpc AMD Ryzen 5 4500U testing with a LENOVO LNVNB161216 (EECN20WW BIOS) and AMD Renoir 512MB on Ubuntu 21.10 via the Phoronix Test Suite. 1: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 256GB SK hynix HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe OS: Ubuntu 21.10, Kernel: 5.13.0-20-generic (x86_64), Desktop: GNOME Shell 40.5, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 21.2.2 (LLVM 12.0.1), Vulkan: 1.2.182, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 2: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 256GB SK hynix HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe OS: Ubuntu 21.10, Kernel: 5.13.0-20-generic (x86_64), Desktop: GNOME Shell 40.5, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 21.2.2 (LLVM 12.0.1), Vulkan: 1.2.182, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 3: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 256GB SK hynix HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe OS: Ubuntu 21.10, Kernel: 5.13.0-20-generic (x86_64), Desktop: GNOME Shell 40.5, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 21.2.2 (LLVM 12.0.1), Vulkan: 1.2.182, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.005 |==================================================================== 2 . 0.004 |====================================================== 3 . 0.004 |====================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.005 |==================================================================== 2 . 0.005 |==================================================================== 3 . 0.004 |====================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.006 |==================================================================== 2 . 0.006 |==================================================================== 3 . 0.005 |========================================================= PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.006 |========================================================== 2 . 0.007 |==================================================================== 3 . 0.006 |========================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.097 |================================================================= 2 . 0.097 |================================================================= 3 . 0.102 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.047 |================================================================= 2 . 0.049 |==================================================================== 3 . 0.049 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.024 |================================================================= 2 . 0.025 |==================================================================== 3 . 0.025 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.027 |==================================================================== 2 . 0.026 |================================================================= 3 . 0.026 |================================================================= PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 2.161 |================================================================== 2 . 2.224 |==================================================================== 3 . 2.209 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.143 |=================================================================== 2 . 0.146 |==================================================================== 3 . 0.142 |================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.087 |================================================================== 2 . 0.087 |================================================================== 3 . 0.089 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.045 |==================================================================== 2 . 0.044 |================================================================== 3 . 0.044 |================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.118 |=================================================================== 2 . 0.120 |==================================================================== 3 . 0.118 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.370 |=================================================================== 2 . 0.371 |=================================================================== 3 . 0.376 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.473 |==================================================================== 2 . 0.466 |=================================================================== 3 . 0.471 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.540 |==================================================================== 2 . 0.538 |==================================================================== 3 . 0.533 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.291 |=================================================================== 2 . 1.301 |==================================================================== 3 . 1.286 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.105 |=================================================================== 2 . 0.106 |==================================================================== 3 . 0.105 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.109 |=================================================================== 2 . 0.109 |=================================================================== 3 . 0.110 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.145 |==================================================================== 2 . 0.146 |==================================================================== 3 . 0.145 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.864 |==================================================================== 2 . 0.860 |==================================================================== 3 . 0.862 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.268 |==================================================================== 2 . 0.269 |==================================================================== 3 . 0.268 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 3.411 |==================================================================== 2 . 3.421 |==================================================================== 3 . 3.410 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 2.114 |==================================================================== 2 . 2.120 |==================================================================== 3 . 2.120 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.464 |==================================================================== 2 . 0.464 |==================================================================== 3 . 0.463 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.938 |==================================================================== 2 . 1.937 |==================================================================== 3 . 1.934 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.281 |==================================================================== 2 . 1.282 |==================================================================== 3 . 1.283 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.019 |==================================================================== 2 . 0.019 |==================================================================== 3 . 0.019 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.002 |==================================================================== 2 . 0.002 |==================================================================== 3 . 0.002 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.024 |==================================================================== 2 . 0.024 |==================================================================== 3 . 0.024 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.335 |==================================================================== 2 . 0.335 |==================================================================== 3 . 0.335 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.084 |==================================================================== 2 . 0.084 |==================================================================== 3 . 0.084 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.002 |==================================================================== 2 . 0.002 |==================================================================== 3 . 0.002 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.006 |==================================================================== 2 . 0.006 |==================================================================== 3 . 0.006 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.306 |==================================================================== 2 . 0.306 |==================================================================== 3 . 0.306 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.067 |==================================================================== 2 . 0.067 |==================================================================== 3 . 0.067 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.021 |==================================================================== 2 . 0.021 |==================================================================== 3 . 0.021 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.192 |==================================================================== 2 . 0.192 |==================================================================== 3 . 0.192 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.067 |==================================================================== 2 . 0.067 |==================================================================== 3 . 0.067 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.016 |==================================================================== 2 . 0.016 |==================================================================== 3 . 0.016 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.025 |==================================================================== 2 . 0.025 |==================================================================== 3 . 0.025 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.006 |==================================================================== 2 . 0.006 |==================================================================== 3 . 0.006 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.006 |==================================================================== 2 . 0.006 |==================================================================== 3 . 0.006 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.001 |==================================================================== 2 . 0.001 |==================================================================== 3 . 0.001 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.021 |==================================================================== 2 . 0.021 |==================================================================== 3 . 0.021 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.009 |==================================================================== 2 . 0.009 |==================================================================== 3 . 0.009 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.018 |==================================================================== 2 . 0.018 |==================================================================== 3 . 0.018 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.004 |==================================================================== 2 . 0.004 |==================================================================== 3 . 0.004 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.001 |==================================================================== 2 . 0.001 |==================================================================== 3 . 0.001 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.005 |==================================================================== 2 . 0.005 |==================================================================== 3 . 0.005 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.026 |==================================================================== 2 . 0.026 |==================================================================== 3 . 0.026 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.002 |==================================================================== 2 . 0.002 |==================================================================== 3 . 0.002 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.004 |==================================================================== 2 . 0.004 |==================================================================== 3 . 0.004 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better